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Cloud Modernization of Enterprise Data Platform

Replacing legacy reporting systems with a Databricks and Delta Lake Medallion architecture to overcome processing latency and enable cloud scalability.

Client

A leading US-based academic hospital chain.

Problem Statement

The client's legacy AWS platform suffered from high data synchronization latency, vendor lock-in, and an inability to use specialized multi-cloud services.

Industry

Healthcare

Solution

Digital Experience

Intelligent Enterprise

Modernization

cloud-modernization-of-enterprise-data-platform
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Quick Summary

QBurst collaborated with the client's in-house team to modernize their data ecosystem from on-premises infrastructure to a cloud-based reporting platform. Utilizing a Databricks and Delta Lake Medallion architecture alongside Tableau, the platform streamlines batch ingestion and delivers low-latency enterprise analytics.

  • Eliminated performance limitations of legacy tools (SSRS, SAP BO) by transitioning to a unified cloud consumption tier.
  • Reduced manual reporting overhead for IT teams while enabling cloud scalability and improved data accessibility.

Client Profile

Based in the US, the client is a prominent academic hospital chain specializing in medical research, treatment, and clinical education.

Fragmented Data and Legacy Bottlenecks

Performance limitations and high latency caused by legacy reporting systems, specifically SSRS and SAP BO.

  • Fragmented data across legacy on-premises systems, operational databases, and research applications.
  • Excessive manual reporting effort required from IT teams to extract and synthesize operational and research insights.
  • Lack of cloud scalability and remote accessibility across clinical and research data workflows.

Medallion Lakehouse Architecture

We partnered with the client's in-house engineering team to design and deploy a cloud-based reporting architecture. The platform consolidates disparate research and operational data sources into a structured Databricks and Delta Lake pipeline before delivering insights via modern visualization tools.

  • Data Ingestion Layer: Implemented automated batch ingestion to collect raw data from on-premises systems, operational databases, and research applications.
  • Bronze Layer (Raw Data): Ingested raw datasets directly into Delta Lake managed by Databricks for reliable, scalable storage.
  • Silver Layer (Refined Data): Cleaned and structured incoming data within Databricks to create validated datasets for intermediate analysis.
  • Gold Layer (Business Aggregates): Processed refined data into high-performance business aggregates using Databricks and Delta Lake to power reporting.
  • Data Consumption Layer: Replaced legacy SSRS and SAP BO tools with Tableau for streamlined, accessible data consumption across teams.

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Technical Highlights

  • Migration Accelerator: Reusable modernization framework to accelerate the migration of data and transformation.
  • Lakehouse Foundation: Delta Lake as the data lakehouse for ad hoc exploratory analytics and Silver layer preparation.
  • Processing Pipelines: Databricks pipelines for data transformation and Gold layer implementation.
  • Metadata Governance: Unity Catalog for enterprise data governance and cataloging.

Enhanced Performance and Reduced IT Effort

  • Legacy Elimination: Successfully transitioned away from rigid SSRS and SAP BO reporting setups.
  • Reduced Manual Overhead: Automated batch pipelines and transformed data layers significantly decreased manual effort for IT teams, driving over 55% increase in team productivity.
  • Latency Reduction: Reduced data processing latency by 60% compressing query load times from over 45 minutes down to under five minutes.
  • Cloud Scalability: Delivered a modern, highly accessible cloud infrastructure capable of scaling alongside enterprise growth.

Client Profile

Challenges

Solution

Technical Highlights

Impact